DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation

The motivic class of the space of genus 0 maps to the flag variety

UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities

On the Non-decoupling of Supervised Fine-tuning and Reinforcement Learning in Post-training

EpiCaR: Knowing What You Don't Know Matters for Better Reasoning in LLMs

Aligning Text, Code, and Vision: A Multi-Objective Reinforcement Learning Framework for Text-to-Visualization

How Do Large Language Models Learn Concepts During Continual Pre-Training?

JudgeRLVR: Judge First, Generate Second for Efficient Reasoning

SnapGen++: Unleashing Diffusion Transformers for Efficient High-Fidelity Image Generation on Edge Devices

Motion Attribution for Video Generation

VLingNav: Embodied Navigation with Adaptive Reasoning and Visual-Assisted Linguistic Memory

Ministral 3

The Confidence Dichotomy: Analyzing and Mitigating Miscalibration in Tool-Use Agents

ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking

ShowUI-$π$π: Flow-based Generative Models as GUI Dexterous Hands

Learning Latent Action World Models In The Wild

Dr. Zero: Self-Evolving Search Agents without Training Data

MHLA: Restoring Expressivity of Linear Attention via Token-Level Multi-Head

GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts

X-Coder: Advancing Competitive Programming with Fully Synthetic Tasks, Solutions, and Tests

PaCoRe: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning

BabyVision: Visual Reasoning Beyond Language

Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning

Conditional Memory via Scalable Lookup:A New Axis of Sparsity for Large Language Models

EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis

Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards

CaricatureGS: Exaggerating 3D Gaussian Splatting Faces With Gaussian Curvature

The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning

MMFormalizer: Multimodal Autoformalization in the Wild

Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization

DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation

The motivic class of the space of genus 0 maps to the flag variety

UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities

On the Non-decoupling of Supervised Fine-tuning and Reinforcement Learning in Post-training

EpiCaR: Knowing What You Don't Know Matters for Better Reasoning in LLMs

Aligning Text, Code, and Vision: A Multi-Objective Reinforcement Learning Framework for Text-to-Visualization

How Do Large Language Models Learn Concepts During Continual Pre-Training?

JudgeRLVR: Judge First, Generate Second for Efficient Reasoning

SnapGen++: Unleashing Diffusion Transformers for Efficient High-Fidelity Image Generation on Edge Devices

Motion Attribution for Video Generation

VLingNav: Embodied Navigation with Adaptive Reasoning and Visual-Assisted Linguistic Memory

Ministral 3

The Confidence Dichotomy: Analyzing and Mitigating Miscalibration in Tool-Use Agents

ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking

ShowUI-$π$π: Flow-based Generative Models as GUI Dexterous Hands

Learning Latent Action World Models In The Wild

Dr. Zero: Self-Evolving Search Agents without Training Data

MHLA: Restoring Expressivity of Linear Attention via Token-Level Multi-Head

GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts

X-Coder: Advancing Competitive Programming with Fully Synthetic Tasks, Solutions, and Tests

PaCoRe: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning

BabyVision: Visual Reasoning Beyond Language

Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning

Conditional Memory via Scalable Lookup:A New Axis of Sparsity for Large Language Models

EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis

Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards

CaricatureGS: Exaggerating 3D Gaussian Splatting Faces With Gaussian Curvature

The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning

MMFormalizer: Multimodal Autoformalization in the Wild

Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization